Open to opportunities

Samantha Sidorowicz

@samanthasidorowicz

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Generative AI quality associate blending LLM evaluation with strong communication and instruction.

United States

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What I'm looking for

I’m looking for a role where I can evaluate and improve LLM output quality, collaborate with a team, and use strong communication to deliver clear, guideline-based results—while continuing to expand my AI and learning-focused skill set.

I’m a professional who brings one year of teaching experience and nearly two years working with AI large language models (LLMs). As an educator, I helped middle school students strengthen their language arts through clear communication, confidence-building, and targeted text analysis.

In my AI roles, I helped improve the quality of AI outputs by training responses off client guidelines and evaluating LLM performance against project standards. I consistently exceeded performance targets for the client, improved client satisfaction for current projects, and supported the onboarding and success of new team members.

I’m also comfortable operating in both slower and fast-paced, evolving environments. I’ve tracked audits and managed team performance, identified errors in rater work, and coordinated with stakeholders on workflow guideline updates—while staying organized across multiple concurrent workflows.

Experience

Work history, roles, and key accomplishments

Quality Assistant

Innodata Inc

Aug 2025 - Feb 2026 (6 months)

Supported quality operations by tracking audits, managing team performance, shadowing raters, participating in workflow guideline updates, and helping onboard new team members.

Quality Assurance Audit Performance Metrics Team Support Onboarding

Generative AI Associate

Innodata Inc

Jul 2024 - Aug 2025 (1 year 1 month)

Contributed to LLM quality by training and evaluating generative AI responses against client guidelines, and provided constructive feedback based on project criteria.

LLM Generative AI Quality Assurance Guideline Based Evaluation Response Training Performance Improvement

English Teacher

Harper Woods Distinctive College Prep

Aug 2023 - Aug 2024 (1 year)

Taught 6th/7th grade English language arts by writing and delivering lesson plans, providing individual/group instruction, grading assignments, and giving timely feedback to students and families.

Lesson Planning Curriculum Development Classroom Management Text Analysis English Language Arts

Education

Degrees, certifications, and relevant coursework

Michigan Standard Teaching Certification

Michigan Standard Teaching Certification, Teaching Certification

Received Michigan Standard Teaching Certification in January 2023.

Rochester University

Bachelor of Science in Secondary English Education, Secondary English Education

2018 - 2022

Grade: GPA: 3.6754

Activities and societies: Minor in Reading. Dean’s List (Fall 2018–Fall 2021); President’s List (Fall 2021–Fall 2022). Published in “Blackberry Winter” (Spring 2019, Spring 2021). Member, Sigma Tau Delta International English Honor Society (Spring 2021).

Earned a Bachelor of Science in Secondary English Education and a minor in Reading, graduating in December 2022. Recognized on the Dean’s List and President’s List and published work in the university’s “Blackberry Winter” literary collection.